TensorFlow Course – Building and Evaluating Medical AI Models
By freeCodeCamp.org
Published: Aug 03, 2023“
Learn how to build and evaluate medical AI models with TensorFlow. This is a great, real world project for improving your machine learning skills. You will use TensorFlow to evaluate chest x-rays.
âœï¸ Dr. Jason Adleberg teaches this course.
Jason on Twitter: https://www.twitter.com/pixels2patients
Jason on Linkedin: https://www.linkedin.com/in/jason-adleberg-6b444b52💻 Colab Notebook: https://colab.research.google.com/drive/1klBxr93NYXrLFOVMXhm0RbVm5PIjfXQn
âï¸ Course Contents âï¸
âŒ¨ï¸ (0:00:00) Intro
âŒ¨ï¸ (0:01:11) Getting started with Google Colab
âŒ¨ï¸ (0:01:50) Facts about Chest X-Rays
âŒ¨ï¸ (0:06:36) 1. Defining a Problem
âŒ¨ï¸ (0:12:33) 2. Preparing the Data
âŒ¨ï¸ (0:19:45) 3. Training the Model
âŒ¨ï¸ (0:32:00) 4. Running the Model
âŒ¨ï¸ (0:37:05) 5a. Evaluating Performance
âŒ¨ï¸ (0:48:44) 5b. Stats: Histogram, Sensitivity & Specificity
âŒ¨ï¸ (1:01:00) 5c. Stats: AUC Curve
âŒ¨ï¸ (1:08:19) 6. Saving our Model🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 å—å®®åƒå½±
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan—
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